Suyun Liu

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 9

Top Topics

Supervised Machine Learning

Classical Clustering Algorithms

Multi Objective Optimization

Top Venues

Ann. Oper. Res.

J. Optim. Theory Appl.

Comput. Manag. Sci.

Publications

Suyun Liu, Luís Nunes Vicente
The stochastic multi-gradient algorithm for multi-objective optimization and its application to supervised machine learning. Ann. Oper. Res. 339 (3) (2024)
Suyun Liu, Luís Nunes Vicente
Convergence Rates of the Stochastic Alternating Algorithm for Bi-Objective Optimization. J. Optim. Theory Appl. 198 (1) (2023)
Suyun Liu, Luís Nunes Vicente
A Stochastic Alternating Balance k-Means Algorithm for Fair Clustering. LION (2022)
Suyun Liu, Luís Nunes Vicente
Accuracy and fairness trade-offs in machine learning: a stochastic multi-objective approach. Comput. Manag. Sci. 19 (3) (2022)
Suyun Liu, Luís Nunes Vicente
Convergence rates of the stochastic alternating algorithm for bi-objective optimization. CoRR (2022)
Suyun Liu, Luís Nunes Vicente
A Stochastic Alternating Balance k-Means Algorithm for Fair Clustering. CoRR (2021)
Suyun Liu, Luís Nunes Vicente
The Sharpe predictor for fairness in machine learning. CoRR (2021)
Suyun Liu, Luís Nunes Vicente
Accuracy and Fairness Trade-offs in Machine Learning: A Stochastic Multi-Objective Approach. CoRR (2020)
Suyun Liu, Luís Nunes Vicente
The stochastic multi-gradient algorithm for multi-objective optimization and its application to supervised machine learning. CoRR (2019)